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Benchmarks for “object detection”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Class-agnostic Object DetectionClipartcomputer vision4Feb 26, 2026
Class-agnostic Object DetectionKitchencomputer vision4Feb 26, 2026
Object DetectionVOC (val)computer vision4Jul 1, 2026
Object DetectionCOCO additional 2017 (train + unlabeled)computer vision4Feb 26, 2026
Object DetectionMS-COCO 10-way (meta-testing)computer vision4Feb 26, 2026
Document Object DetectionPubLayNet (dev)computer vision4Feb 26, 2026
3D Object DetectionDAIR-V2X-I 1.0 (test)3d vision geometrycomputer vision4Feb 26, 2026
3D Object DetectionDAIR-V2X-V (test)3d vision geometrycomputer vision4Feb 26, 2026
Object DetectionCOCO classes 70-80 2017 (val)computer vision4Feb 26, 2026
Object DetectionCOCO classes 60-70 2017 (val)computer vision4Feb 26, 2026
Object DetectionCOCO classes 50-60 2017 (val)computer vision4Feb 26, 2026
Object DetectionCOCO classes 40-50 2017 (val)computer vision4Feb 26, 2026
Incremental Object DetectionCOCO classes 1-80, incremental step 60-80computer vision4Feb 26, 2026
Incremental Object DetectionCOCO classes 1-60, incremental step 40-60computer vision4Feb 26, 2026
Object DetectionMS-COCO 2x Schedule 2017 (val)computer vision4Feb 26, 2026
Object DetectionReal-world scaled vehicle datasetcomputer vision4Feb 26, 2026
Object DetectionDIOR GZSDcomputer vision4Feb 27, 2026
Object DetectionDIOR ZSDcomputer vision4Feb 27, 2026
3D Object DetectionWaymo Open Dataset3d vision geometrycomputer vision4Feb 26, 2026
3D Object DetectionWaymo Open Dataset3d vision geometrycomputer vision4Feb 26, 2026
Moving Object DetectionStreetcomputer vision4Feb 26, 2026
Moving Object DetectionDistsurf Cars (test)computer vision4Feb 26, 2026
Moving Object DetectionDistsurf Hands (test)computer vision4Feb 26, 2026
Object DetectionVisual Genomecomputer vision4Feb 26, 2026
Object DetectionWildfire Smokecomputer vision4Feb 26, 2026